pub struct EmpiricalModeDecomposition { /* private fields */ }Expand description
Ehlers’ adaptation of Empirical Mode Decomposition (EMD).
Implementation per Cycle Analytics for Traders (Ehlers 2013, ch. 14). The procedure is:
- Apply a bandpass filter centred on
periodto the price. - Detect peaks and valleys of the bandpassed signal over a
fractionof the period. - Average the peaks and valleys separately to form an upper / lower envelope, then return the centred bandpass minus the envelope mean (the “EMD” line).
The output crosses zero at trend changes and stays near zero in non-trending markets — the classic visual cue Ehlers documents.
§Example
use wickra_core::{Indicator, EmpiricalModeDecomposition};
let mut emd = EmpiricalModeDecomposition::new(20, 0.5).unwrap();
let mut last = None;
for i in 0..200 {
last = emd.update(100.0 + (f64::from(i) * 0.3).sin() * 5.0);
}
assert!(last.is_some());Implementations§
Source§impl EmpiricalModeDecomposition
impl EmpiricalModeDecomposition
Sourcepub fn new(period: usize, fraction: f64) -> Result<Self>
pub fn new(period: usize, fraction: f64) -> Result<Self>
Construct with the bandpass centre period and the peak-detection window fraction.
fraction is multiplied by period to size the rolling peak/valley
window; Ehlers recommends 0.5. Both must be positive.
§Errors
Returns Error::PeriodZero if period == 0, and
Error::InvalidPeriod if fraction <= 0 or non-finite.
Trait Implementations§
Source§impl Clone for EmpiricalModeDecomposition
impl Clone for EmpiricalModeDecomposition
Source§fn clone(&self) -> EmpiricalModeDecomposition
fn clone(&self) -> EmpiricalModeDecomposition
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for EmpiricalModeDecomposition
impl Debug for EmpiricalModeDecomposition
Source§impl Indicator for EmpiricalModeDecomposition
impl Indicator for EmpiricalModeDecomposition
Source§fn update(&mut self, input: f64) -> Option<f64>
fn update(&mut self, input: f64) -> Option<f64>
Feed one new data point into the indicator and return the freshly computed
output, or
None if the indicator is still warming up.Source§fn reset(&mut self)
fn reset(&mut self)
Reset all internal state, leaving the indicator equivalent to a freshly
constructed instance with the same parameters.
Source§fn warmup_period(&self) -> usize
fn warmup_period(&self) -> usize
Number of inputs required before the first non-
None output can be produced.Auto Trait Implementations§
impl Freeze for EmpiricalModeDecomposition
impl RefUnwindSafe for EmpiricalModeDecomposition
impl Send for EmpiricalModeDecomposition
impl Sync for EmpiricalModeDecomposition
impl Unpin for EmpiricalModeDecomposition
impl UnsafeUnpin for EmpiricalModeDecomposition
impl UnwindSafe for EmpiricalModeDecomposition
Blanket Implementations§
Source§impl<T> BatchExt for Twhere
T: Indicator,
impl<T> BatchExt for Twhere
T: Indicator,
Source§fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
Run the indicator over a slice of inputs in order, returning one output (or
None during warmup) per input.Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read more